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아카이브 평가 29건 · 마지막 적재/변경 2026-10-30

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
SWG	Accuracy 92.3	Combining inherent knowledge of vision-language models with unsupervised domain adaptation through strong-weak guidance 2023-12-07	코드 1
RCL	Accuracy 90.0	Empowering Source-Free Domain Adaptation with MLLM-driven Curriculum Learning 2024-05-28	코드 1
PGA (ViT-L/14)	Accuracy 89.4	Enhancing Domain Adaptation through Prompt Gradient Alignment 2024-06-13	코드 1
PMTrans	Accuracy 89.0	Patch-Mix Transformer for Unsupervised Domain Adaptation: A Game Perspective 2023-03-23	연결 없음
CMKD	Accuracy 89.0	Unsupervised Domain Adaption Harnessing Vision-Language Pre-training 2024-04-19	코드 1
MIC	Accuracy 86.2	MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation 2022-12-02	코드 1
PGA (ViT-B/16)	Accuracy 85.1	Enhancing Domain Adaptation through Prompt Gradient Alignment 2024-06-13	코드 1
ELS	Accuracy 84.6	Free Lunch for Domain Adversarial Training: Environment Label Smoothing 2023-02-01	코드 1
SDAT (ViT-B/16)	Accuracy 84.3	A Closer Look at Smoothness in Domain Adversarial Training 2022-06-16	코드 1
CDTrans (DeiT-B)	Accuracy 80.5	CDTrans: Cross-domain Transformer for Unsupervised Domain Adaptation 2021-09-13	코드 1 · 코드 2
PGA (RN50)	Accuracy 75.8	Enhancing Domain Adaptation through Prompt Gradient Alignment 2024-06-13	코드 1
PCL	Accuracy 74.5	Probabilistic Contrastive Learning for Domain Adaptation 2021-11-11	코드 1 · 코드 2
EvoADA	Accuracy 73.9	On Evolving Attention Towards Domain Adaptation 2021-03-25	연결 없음
GSDE	Accuracy 73.6	Gradual Source Domain Expansion for Unsupervised Domain Adaptation 2023-11-16	코드 1
CoVi	Accuracy 73.1	Contrastive Vicinal Space for Unsupervised Domain Adaptation 2021-11-26	코드 1
FixBi	Accuracy 72.7	FixBi: Bridging Domain Spaces for Unsupervised Domain Adaptation 2020-11-18	코드 1
MCC+NWD	Accuracy 72.6	Reusing the Task-specific Classifier as a Discriminator: Discriminator-free Adversarial Domain Adaptation 2022-04-08	코드 1
SENTRY (ResNet50)	Accuracy 72.2	SENTRY: Selective Entropy Optimization via Committee Consistency for Unsupervised Domain Adaptation 2020-12-21	코드 1 · 코드 2
SHOT	Accuracy 71.8	Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain Adaptation 2020-02-20	코드 1 · 코드 2 · 코드 3
CPGA	Accuracy 71.6	Source-free Domain Adaptation via Avatar Prototype Generation and Adaptation 2021-06-18	코드 1
BIWAA	Accuracy 71.5	Backprop Induced Feature Weighting for Adversarial Domain Adaptation with Iterative Label Distribution Alignment 2023-01-01	코드 1
SPL	Accuracy 71	Unsupervised Domain Adaptation via Structured Prediction Based Selective Pseudo-Labeling 2019-11-18	코드 1
CADA	Accuracy 70.2	Attending to Discriminative Certainty for Domain Adaptation 2019-06-08	코드 1
DAOD	Accuracy 69.8	Open Set Domain Adaptation: Theoretical Bound and Algorithm 2019-07-19	코드 1
MEDM	Accuracy 69.5	Entropy Minimization vs. Diversity Maximization for Domain Adaptation 2020-02-05	코드 1
ASAN	Accuracy 68.6	Bridging Adversarial and Statistical Domain Transfer via Spectral Adaptation Networks 2021-02-25	코드 1
MEDA (ResNet50)	Accuracy 67.6	Transfer Learning with Dynamic Distribution Adaptation 2019-09-17	코드 1
IDDA	Accuracy 49.46	Looking back at Labels: A Class based Domain Adaptation Technique 2019-04-02	코드 1
CAADA	Accuracy 48.19	Correlation-aware Adversarial Domain Adaptation and Generalization 2019-11-29	연결 없음